A radiation-hardened semiconductor structure including an insulator material doped with at least one of a transition metal, a lanthanide, and an actinide, and a semiconductor material located over the insulator material. A semiconductor device including the radiation-hardened semiconductor structure is also disclosed, as are methods of forming the radiation-hardened semiconductor structure and the semiconductor device.